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Top 962 reinforcement-learning open source projects

Chess Alpha Zero

Chess reinforcement learning by AlphaGo Zero methods.

✭ 1,868

Jupyter Notebook python tensorflow keras reinforcement-learning chess alphago-zero

Show Adapt And Tell

Code for "Show, Adapt and Tell: Adversarial Training of Cross-domain Image Captioner" in ICCV 2017

✭ 146

python tensorflow reinforcement-learning image-captioning policy-gradient adversarial-networks

Rl Book Challenge

self-studying the Sutton & Barto the hard way

✭ 146

python reinforcement-learning matplotlib anki

Tensor2tensor

Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

✭ 11,865

python Jupyter Notebook deep-learning machine-learning reinforcement-learning machine-translation tpu

Sumo Rl

A simple interface to instantiate Reinforcement Learning environments with SUMO for Traffic Signal Control. Compatible with Gym Env from OpenAI and MultiAgentEnv from RLlib.

✭ 145

python reinforcement-learning gym

Articulations Robot Demo

✭ 145

unity reinforcement-learning robotics simulation robot physics-simulation manipulation

Machin

Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...

✭ 145

python deep-learning pytorch reinforcement-learning distributed dqn ppo a3c ddpg

Allenact

An open source framework for research in Embodied-AI from AI2.

✭ 144

python deep-learning computer-vision reinforcement-learning ai research

Data Science Question Answer

A repo for data science related questions and answers

✭ 2,000

Jupyter Notebook deep-learning machine-learning data-science sql reinforcement-learning statistics system

A minimal C implementation of Nintendo Gameboy - An fast research environment for Reinforcement Learning

✭ 143

makefile reinforcement-learning emulator gameboy

Cherry

A PyTorch Library for Reinforcement Learning Research

✭ 143

python pytorch reinforcement-learning learning rl

Awesome Deep Learning Papers For Search Recommendation Advertising

Awesome Deep Learning papers for industrial Search, Recommendation and Advertising. They focus on Embedding, Matching, Ranking (CTR prediction, CVR prediction), Post Ranking, Transfer, Reinforcement Learning, Self-supervised Learning and so on.

✭ 136

python deep-learning reinforcement-learning search search-engine recommender-system

Flappy Es

Flappy Bird AI using Evolution Strategies

✭ 140

python machine-learning artificial-intelligence reinforcement-learning unsupervised-learning

Safe learning

Safe reinforcement learning with stability guarantees

✭ 140

python reinforcement-learning gaussian-processes dynamic-programming

Complete Life Cycle Of A Data Science Project

Complete-Life-Cycle-of-a-Data-Science-Project

✭ 140

deep-learning machine-learning pytorch data-science reinforcement-learning analysis unsupervised-learning transfer-learning datasets feature-engineering supervised-learning eda series exploratory-data-analysis

Ai plays snake

AI trained using Genetic Algorithm and Deep Learning to play the game of snake

✭ 137

python deep-learning neural-network reinforcement-learning ai genetic-algorithm

Savn

Learning to Learn how to Learn: Self-Adaptive Visual Navigation using Meta-Learning (https://arxiv.org/abs/1812.00971)

✭ 135

python reinforcement-learning meta-learning

Policy Gradient

Minimal Monte Carlo Policy Gradient (REINFORCE) Algorithm Implementation in Keras

✭ 135

python keras reinforcement-learning deep-reinforcement-learning policy-gradient

Reinforcement learning in python

Implementing Reinforcement Learning, namely Q-learning and Sarsa algorithms, for global path planning of mobile robot in unknown environment with obstacles. Comparison analysis of Q-learning and Sarsa

✭ 134

python reinforcement-learning q-learning

Ml Agents

Unity Machine Learning Agents Toolkit

✭ 12,134

C#python Jupyter Notebook ShaderLab shell Batchfile deep-learning unity unity3d reinforcement-learning neural-networks deep-reinforcement-learning

Holdem

🃏 OpenAI Gym No Limit Texas Hold 'em Environment for Reinforcement Learning

✭ 135

python reinforcement-learning openai-gym

Hindsight Experience Replay

This is the pytorch implementation of Hindsight Experience Replay (HER) - Experiment on all fetch robotic environments.

✭ 134

python reinforcement-learning ddpg

Ravens

Train robotic agents to learn pick and place with deep learning for vision-based manipulation in PyBullet. Transporter Nets, CoRL 2020.

✭ 133

python deep-learning tensorflow computer-vision artificial-intelligence reinforcement-learning robotics vision openai-gym imitation-learning manipulation

Saltie

🚗 Rocket League Distributed Deep Reinforcement Learning Bot

✭ 134

python tensorflow reinforcement-learning distributed-systems

Reinforcement learning

Implementation of selected reinforcement learning algorithms in Tensorflow. A3C, DDPG, REINFORCE, DQN, etc.

✭ 132

python tensorflow reinforcement-learning openai-gym rl

Move37

Coding Demos from the School of AI's Move37 Course

✭ 130

python reinforcement-learning dynamic-programming

Vizdoom Keras Rl

Reinforcement Learning in Keras on VizDoom

✭ 130

python keras reinforcement-learning

Automata

A comprehensive autonomous decentralized systems framework for AI control architects.

✭ 130

elixir reinforcement-learning

Aixijs

AIXIjs - General Reinforcement Learning in the Browser

✭ 128

javascript reinforcement-learning demo machine-learning-algorithms

Toycarirl

Implementation of Inverse Reinforcement Learning Algorithm on a toy car in a 2D world problem, (Apprenticeship Learning via Inverse Reinforcement Learning Abbeel & Ng, 2004)

✭ 128

python artificial-intelligence reinforcement-learning robotics pygame

Dm env

A Python interface for reinforcement learning environments

✭ 127

python deep-learning machine-learning api reinforcement-learning interface

Banditml

A lightweight contextual bandit & reinforcement learning library designed to be used in production Python services.

✭ 127

python pytorch reinforcement-learning neural-networks

Rl Collision Avoidance

Implementation of the paper "Towards Optimally Decentralized Multi-Robot Collision Avoidance via Deep Reinforcement Learning"

✭ 125

python reinforcement-learning ros ppo

Modular Rl

[ICML 2020] PyTorch Code for "One Policy to Control Them All: Shared Modular Policies for Agent-Agnostic Control"

✭ 126

jupyter-notebook deep-learning reinforcement-learning message-passing

Srl Zoo

State Representation Learning (SRL) zoo with PyTorch - Part of S-RL Toolbox

✭ 125

python deep-learning pytorch neural-network reinforcement-learning autoencoder representation-learning vae

Hbayesdm

Hierarchical Bayesian modeling of RLDM tasks, using R & Python

✭ 124

python reinforcement-learning modeling bayesian

Rl Quadcopter

Teach a Quadcopter How to Fly!

✭ 124

jupyter-notebook machine-learning reinforcement-learning ros deep-reinforcement-learning

Mlds2018spring

Machine Learning and having it Deep and Structured (MLDS) in 2018 spring

✭ 124

python reinforcement-learning spring gan chatbot generative-adversarial-network seq2seq image-generation policy-gradient actor-critic sequence-to-sequence deep-q-network

Rl Medical

Deep Reinforcement Learning (DRL) agents applied to medical images

✭ 123

python deep-learning machine-learning tensorflow neural-network reinforcement-learning deep-reinforcement-learning medical-imaging reproducibility

Snake Ai Reinforcement

AI for Snake game trained from pixels using Deep Reinforcement Learning (DQN).

✭ 123

python deep-learning machine-learning game reinforcement-learning ai dqn

Multiagenttorcs

The multi-agent version of TORCS for developing control algorithms for fully autonomous driving in the cluttered, multi-agent settings of everyday life.

✭ 122

python reinforcement-learning self-driving-car autonomous-vehicles

Advanced Deep Learning And Reinforcement Learning Deepmind

🎮 Advanced Deep Learning and Reinforcement Learning at UCL & DeepMind | YouTube videos 👉

✭ 121

jupyter-notebook deep-learning reinforcement-learning deep-reinforcement-learning deepmind

Pytorch Rl

Tutorials for reinforcement learning in PyTorch and Gym by implementing a few of the popular algorithms. [IN PROGRESS]

✭ 121

jupyter-notebook pytorch reinforcement-learning pytorch-tutorial rl policy-gradient actor-critic pytorch-tutorials

Ros2learn

ROS 2 enabled Machine Learning algorithms

✭ 119

python deep-learning machine-learning reinforcement-learning robotics ros ml dqn ppo rl trpo

Firedup

Clone of OpenAI's Spinning Up in PyTorch

✭ 119

python deep-learning pytorch reinforcement-learning

Deep reinforcement learning

Resources, papers, tutorials

✭ 119

reinforcement-learning deep-reinforcement-learning resources

Machine learning lectures

Collection of lectures and lab lectures on machine learning and deep learning. Lab practices in Python and TensorFlow.

✭ 118

deep-learning machine-learning tensorflow tex reinforcement-learning deep-neural-networks tutorials machine-learning-algorithms tensorflow-tutorials deep-learning-tutorial

Reinforcementlearning Atarigame

Pytorch LSTM RNN for reinforcement learning to play Atari games from OpenAI Universe. We also use Google Deep Mind's Asynchronous Advantage Actor-Critic (A3C) Algorithm. This is much superior and efficient than DQN and obsoletes it. Can play on many games

✭ 118

python jupyter-notebook pytorch reinforcement-learning lstm deep-reinforcement-learning openai-gym actor-critic a3c

Spiral Tensorflow

in progress

✭ 117

python deep-learning tensorflow reinforcement-learning generative-adversarial-network

Reinforcementlearninganintroduction.jl

Julia code for the book Reinforcement Learning An Introduction

✭ 117

julia reinforcement-learning

Reinforcement Learning An Introduction

Python Implementation of Reinforcement Learning: An Introduction